DATA ANALYSIS TECHNIQUE RESEARCH METHODOLOGY

54 necessary to conduct a test to check the data normality. Therefore, the test of normality and homogeneity must be carried out for every obtained data set. When the data is tested and it turns out that the data is normally distributed then the data will be analyzed with one-way ANNOVA. In contrast, if the test of normality of the data set reveals that the data does not follow the normal distribution, the further data analysis would be using Kruskal-Wallis H test.

1. The Developmental Pattern of Grammatical Aspect Acquisition

The analyzed data were obtained from the written test given to three groups of students. The test consisted of 36 test items with two sub-points in each item. Point ‘a’ is intended to measure the learners’ acquisition grammatical aspects usage in a sentence. This point requires the learners to provide the most appropriate verb form to complete the sentence; the grammatical aspects presented in the sentences become the consideration for the learners in providing the correct verb form. Point ‘b’ intended to measure the acquisition on grammatical aspects identification. In this point, learners have to understand the grammatical aspects of the sentence in order to be able to select the correct grammatical aspects whether it is simple, perfect, progressive, or perfect- progressive aspects. Those 36 test items were constructed from four groups of test items representing each aspect: simple, perfect, progressive, and perfect progressive aspects. Each aspect was represented in nine test items. As mentioned before, according to the normality test conducted to the data set of this study the data set does not follow a normal distribution, therefore the Kruskal-Wallis H test was carried out to do further analysis. The following 55 table presents the Kruskal-Wallis H test on the acquisition of grammatical aspects acquisition among the three groups of learners. Table 4.1 Mean Ranks of Grammatical Aspects Acquisitions Mentioning to analysis result on table 4.1 it can be observed that the group of the fourth semester students obtained the highest mean rank with 57.40 followed by the sixth semester students with 47.48 points, and the lowest mean rank belongs to the second semester students with 31.62 points. If it is observed further, the means difference between the fourth semester and the sixth semester students 25.78 is quite plenty compared to the means difference between the fourth semester and the sixth 9.92. Therefore, an assumption that can be drawn: the development of the grammatical aspects acquisition from the second semester to the fourth semester increases vastly until reaching its peak on the fourth semester and when it goes to the sixth semester the development of the grammatical aspects acquisition decreases slightly. In addition, the following figure 4.1 about the mean of the three sample groups is presented to provide a visualization of how the developmental pattern of the grammatical aspects acquisition looks. The graph reveals the developmental pattern follows the shape of inverted V. From second semester to the fourth Ranks Groups N Mean Rank Grammatical Aspects acquisition 2 30 31.62 4 30 57.40 6 30 47.48 Total 90 56 semester, the graph is inclining, and from the fourth semester to the sixth semester, the graph is slightly declining. It can be interpreted that the second semester students achieved the lowest mean rank. The fourth semester students achieve the highest mean rank and the mean rank of the sixth semester students is slightly below the fourth semester. To provide comprehensive information on the grammatical aspect acquisition, there is also a thorough analysis of the acquisition of grammatical aspect usage and knowledge. Grammatical aspect usage shows learners’ ability to use and identifying the grammatical aspect of a sentence. The analysis result is presented as follows: Figure 4.1 A Developmental Pattern of Grammatical Aspects Acquisition 57 Table 4.2 Descriptive Statistics of Aspect Usage and Aspect Knowledge Descriptive Statistics N Mean Std. Deviation Min Max Aspect usage 90 12.42 5.858 3 29 Aspect knowledge 90 18.44 5.366 2 30 Groups 90 4.00 1.642 2 6 Table 4.2 shows the mean of grammatical aspect knowledge of the three groups of students 18.44 is higher than the mean of grammatical aspect usage 12.42. Therefore, it can be deduced that students’ knowledge on identifying grammatical aspects is slightly better than their skill on implementing or using correct grammatical aspects. Given that fact, it possibly happens that a student who is able to identify the correct grammatical aspect will not be able to construct a sentence with correct grammatical aspect because their knowledge on identifying the grammatical aspect is better than their skill in using it. In addition to the developmental pattern of the grammatical aspects acquisition there are also two additional graphs showing the developmental pattern of the acquisition of the grammatical aspect usage and the developmental pattern of the grammatical aspects knowledge respectively. Figure 4.2 shows that the developmental pattern of the acquisition of the grammatical aspects knowledge of the second, fourth and the sixth semester students is in an inverted V shaped line. While the Figure 4.3 shows that the developmental pattern of the acquisition of the grammatical aspects knowledge of the second, fourth and the sixth semester students is also in a form of inverted V shaped line. Although the maximum mean of the acquisition of the grammatical aspect usage of the three groups of students is higher than the mean of the acquisition of the grammatical